Model comparison

Qwen3.5-2B-Base vs Qwen2.5-VL-7B-Instruct

At Q4_K_M, Qwen3.5-2B-Base is the smaller download — 1,274,396,032 bytes against 4,683,072,032. At long context the gap widens: Qwen3.5-2B-Base's KV cache at 32K is 4.7× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

Qwen3.5-2B-BaseQwen2.5-VL-7B-Instruct
Parameters2.3B8.3B
Architectureqwen35qwen2vl
Layers2428
Native context262,144128,000
Mixture of expertsnono
Quantizations published850
Smallest quantization1.15 GiB1.93 GiB
Q4_K_M1.19 GiB4.36 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextQwen3.5-2B-BaseQwen2.5-VL-7B-InstructRatio
4,0960.05 GiB0.22 GiB4.66×
8,1920.09 GiB0.44 GiB4.66×
16,3840.19 GiB0.88 GiB4.67×
32,7680.38 GiB1.75 GiB4.67×
65,5360.75 GiB3.50 GiB4.67×
131,0721.50 GiB7.00 GiB4.67×